Siamese Network Architecture: 
Experimentally, canonicalizing noisy density fields is difficult without being guided by shape similarity within a category.
We therefor use a Siamese training strategy [1]} where two different object instances are forced to be consistently canonicalized (see lower branch in fig: Pipeline).
